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» Verifying Properties of Neural Networks
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IWANN
2001
Springer
13 years 9 months ago
Verifying Properties of Neural Networks
In the beginning of nineties, Hava Siegelmann proposed a new computational model, the Artificial Recurrent Neural Network (ARNN), and proved that it could perform hypercomputation....
Pedro Rodrigues, José Félix Costa, H...
NIPS
2007
13 years 6 months ago
Contraction Properties of VLSI Cooperative Competitive Neural Networks of Spiking Neurons
A non–linear dynamic system is called contracting if initial conditions are forgotten exponentially fast, so that all trajectories converge to a single trajectory. We use contra...
Emre Neftci, Elisabetta Chicca, Giacomo Indiveri, ...
IJCNN
2006
IEEE
13 years 10 months ago
Some stability properties of dynamic neural networks with different time-scales
Abstract— Dynamic neural networks with different timescales include the aspects of fast and slow phenomenons. Some applications require that the equilibrium points of these netwo...
Alejandro Cruz Sandoval, Wen Yu, Xiaoou Li
ICANN
2009
Springer
13 years 11 months ago
Recognition of Properties by Probabilistic Neural Networks
The statistical pattern recognition based on Bayes formula implies the concept of mutually exclusive classes. This assumption is not applicable when we have to identify some non-ex...
Jiri Grim, Jan Hora
CSFW
2009
IEEE
13 years 11 months ago
Modeling and Verifying Physical Properties of Security Protocols for Wireless Networks
We present a formal model for modeling and reasoning about security protocols. Our model extends standard, inductive, trace-based, symbolic approaches with a formalization of phys...
Patrick Schaller, Benedikt Schmidt, David A. Basin...